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CS 285 Prof Sergey Levine Lecture, Bounding Derivation for Reinforcement Learning (TRPO)

How can we derive the final result? I can understand the first line, but don't know how the absolute term in the summation is replaced with $2\epsilon t$. https://www.youtube.com/watch?v=LtAt5M_a0dI&...
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